How to deal with parameters for whole-cell modelling
AC Babtie, MPH Stumpf - Journal of The Royal Society …, 2017 - royalsocietypublishing.org
Dynamical systems describing whole cells are on the verge of becoming a reality. But as
models of reality, they are only useful if we have realistic parameters for the molecular …
models of reality, they are only useful if we have realistic parameters for the molecular …
[HTML][HTML] Systems biology at the giga-scale: Large multiscale models of complex, heterogeneous multicellular systems
Agent-based modelling has proven its usefulness in several biomedical projects by
explaining and uncovering mechanisms in diseases. Nevertheless, the scenarios addressed …
explaining and uncovering mechanisms in diseases. Nevertheless, the scenarios addressed …
Efficient parameter estimation enables the prediction of drug response using a mechanistic pan-cancer pathway model
F Fröhlich, T Kessler, D Weindl, A Shadrin… - Cell systems, 2018 - cell.com
Mechanistic models are essential to deepen the understanding of complex diseases at the
molecular level. Nowadays, high-throughput molecular and phenotypic characterizations …
molecular level. Nowadays, high-throughput molecular and phenotypic characterizations …
pyABC: distributed, likelihood-free inference
E Klinger, D Rickert, J Hasenauer - Bioinformatics, 2018 - academic.oup.com
Likelihood-free methods are often required for inference in systems biology. While
approximate Bayesian computation (ABC) provides a theoretical solution, its practical …
approximate Bayesian computation (ABC) provides a theoretical solution, its practical …
Experimental and computational analyses reveal that environmental restrictions shape HIV-1 spread in 3D cultures
A Imle, P Kumberger, ND Schnellbächer, J Fehr… - Nature …, 2019 - nature.com
Pathogens face varying microenvironments in vivo, but suitable experimental systems and
analysis tools to dissect how three-dimensional (3D) tissue environments impact pathogen …
analysis tools to dissect how three-dimensional (3D) tissue environments impact pathogen …
On the influence of prior information evaluated by fully Bayesian criteria in a personalized whole-brain model of epilepsy spread
Individualized anatomical information has been used as prior knowledge in Bayesian
inference paradigms of whole-brain network models. However, the actual sensitivity to such …
inference paradigms of whole-brain network models. However, the actual sensitivity to such …
Comprehensive review of models and methods for inferences in bio-chemical reaction networks
The key processes in biological and chemical systems are described by networks of
chemical reactions. From molecular biology to biotechnology applications, computational …
chemical reactions. From molecular biology to biotechnology applications, computational …
A quantitative high-resolution computational mechanics cell model for growing and regenerating tissues
P Van Liedekerke, J Neitsch, T Johann… - … and modeling in …, 2020 - Springer
Mathematical models are increasingly designed to guide experiments in biology,
biotechnology, as well as to assist in medical decision making. They are in particular …
biotechnology, as well as to assist in medical decision making. They are in particular …
pyABC: Efficient and robust easy-to-use approximate Bayesian computation
Y Schälte, E Klinger, E Alamoudi… - arXiv preprint arXiv …, 2022 - arxiv.org
The Python package pyABC provides a framework for approximate Bayesian computation
(ABC), a likelihood-free parameter inference method popular in many research areas. At its …
(ABC), a likelihood-free parameter inference method popular in many research areas. At its …
Approximate Bayesian computation reveals the importance of repeated measurements for parameterising cell-based models of growing tissues
The growth and dynamics of epithelial tissues govern many morphogenetic processes in
embryonic development. A recent quantitative transition in data acquisition, facilitated by …
embryonic development. A recent quantitative transition in data acquisition, facilitated by …